{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "94741b4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33ea07cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "custom_palette = sns.color_palette(['#E24A33', '#348ABD', '#988ED5', '#777777', '#FBC15E', '#8EBA42', '#FFB5B8'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcf01cb2",
   "metadata": {},
   "source": [
    "# Figure 3ab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "deef957c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def viz_pathway_embs(pathway_embs, background_embs, color='g'):\n",
    "    # draw backgournd\n",
    "    plt.scatter(\n",
    "        background_embs[:, 0],\n",
    "        background_embs[:, 1],\n",
    "        c='gray',\n",
    "        alpha=0.25,\n",
    "        s=32,\n",
    "    )\n",
    "    # draw metabolties\n",
    "    plt.scatter(\n",
    "        pathway_embs[:, 0],\n",
    "        pathway_embs[:, 1],\n",
    "        c=color,\n",
    "        alpha=0.5,\n",
    "        s=128,\n",
    "    )\n",
    "    # draw path\n",
    "    plt.plot(\n",
    "        pathway_embs[:, 0], \n",
    "        pathway_embs[:, 1], \n",
    "        c=color, \n",
    "        lw=4, \n",
    "        alpha=0.5,\n",
    "    )\n",
    "    plt.xticks([], [])\n",
    "    plt.yticks([], [])\n",
    "    # zone in to the path\n",
    "    xmin, xmax = np.min(pathway_embs[:, 0]), np.max(pathway_embs[:, 0])\n",
    "    ymin, ymax = np.min(pathway_embs[:, 1]), np.max(pathway_embs[:, 1])\n",
    "    scale = 0.25\n",
    "    plt.ylim(ymin - (ymax - ymin) * scale, ymax + (ymax - ymin) * scale)\n",
    "    plt.xlim(xmin - (xmax - xmin) * scale, xmax + (xmax - xmin) * scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "964b5d34",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./data/valid_odorous_metabolite_descriptors.npy', 'rb') as f:\n",
    "    descriptor_dict = np.load(f, allow_pickle=True).item()\n",
    "full_metabolite_id = list(descriptor_dict.keys())\n",
    "all_pom_pca = np.array([descriptor_dict[v]['POM_PCA'] for v in full_metabolite_id])\n",
    "all_cfp_pca = np.array([descriptor_dict[v]['cFP_PCA'] for v in full_metabolite_id])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e75ae2a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz_path = ['INDOLE', 'CPD-6361', 'CPD-6362', 'CPD-6364', 'CPD-6365']\n",
    "path_pom_pca = np.array([descriptor_dict[v]['POM_PCA'] for v in viz_path])\n",
    "path_cfp_pca = np.array([descriptor_dict[v]['cFP_PCA'] for v in viz_path])\n",
    "    \n",
    "plt.figure(figsize=(10, 5), dpi=200)\n",
    "plt.subplot(1, 2, 1)\n",
    "viz_pathway_embs(path_cfp_pca, all_cfp_pca, color='orange')\n",
    "plt.title('cFP')\n",
    "plt.subplot(1, 2, 2)\n",
    "viz_pathway_embs(path_pom_pca, all_pom_pca)\n",
    "plt.title('POM')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a220a550",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz_path = ['CPD1F-128', 'ENT-KAUR-16-EN-19-OL', 'ENT-KAUR-16-EN-19-AL', 'CPD1F-132', 'CPD1F-136', 'CPD1F-138', 'CPD1F-95']\n",
    "path_pom_pca = np.array([descriptor_dict[v]['POM_PCA'] for v in viz_path])\n",
    "path_cfp_pca = np.array([descriptor_dict[v]['cFP_PCA'] for v in viz_path])\n",
    "    \n",
    "plt.figure(figsize=(10, 5), dpi=200)\n",
    "plt.subplot(1, 2, 1)\n",
    "viz_pathway_embs(path_cfp_pca, all_cfp_pca, color='orange')\n",
    "plt.title('cFP')\n",
    "plt.subplot(1, 2, 2)\n",
    "viz_pathway_embs(path_pom_pca, all_pom_pca)\n",
    "plt.title('POM')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edda8915",
   "metadata": {},
   "source": [
    "# Figure 3d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2999a8be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WgO+//16/4YlIi+RVGM6ZM4fnnnuOoUOHMm7cOGJjYwFYv379Kc/5ExFprrz6zXDo0KFUVFRgt9vp0qWLe/7EiRPp0KGDz4oTEU+6oqduvriix+uTvgzDYNu2bXz99deMHz+e4OBgAgICFIYiZ5Gu6KmbL67o8SoM9+3bx7XXXktpaSkOh4Nhw4YRHBzMnDlzcDgcFBQUNKooEZGm5lUYTpkyhfj4eD799FOPAyajR48mMzPTZ8WJSP1uvHY67fyb/mRywzBwOn8GwN+/vWk3nDjurGF94ZM+W59XYfjhhx+ydetWAgI8/0NER0dz4MABnxQmIqfWzj+Adu3MubKmffvWd72/V0eTXS4XTqez1vzvvvuO4ODgRhclItLUvArDa665hry8PPdri8XCsWPHmDlzJsOHD/dVbSIiTcarYfK8efNISUmhb9++VFdXM378eHbv3k1YWBivvfaar2sUETnrvArDHj168Omnn7JixQo+++wzjh07xh133MGtt95KUFCQr2sUETnrvD7PsF27drqXoIi0Gl6H4e7du/nggw84dOiQ+3koJ5zpXWtERMzmVRguXryYe+65h7CwMCIiIjzOM7JYLApDEWlxvArDxx9/nL/85S88+OCDvq5HRMQUXoXhv/71Lz20vR6+uJDe1xfC67GUIqfnVRjefPPN7rtaiydfX0jviwvh9VhKkdPzKgxjYmKYMWMGH3/8Mf3796d9e8+H/Pz7v/+7T4qTls/j8Qz/fz1rm3XS/uuxFc2PV2H4/PPP06lTJzZv3szmzZs93rNYLG06DK1WK2vXrm3UOk4eavtiiGvmc6NP/snA/+PlptXR3DgcDp2T28x4FYbffPONr+toNSwWi0+GpPqiiDQtE57oLW3Jyb1S52XjTXxucjPg/NndO/a2t37y8Pr48RqflNVSnbz/vvjZwaswdDqdLFu2DJvNVudJ1++//36jC5PWwWOI79++bYfhSbz96ePknx3Wb/DdvfxaOl/87ODVXWumTJnClClTcDqdXHLJJcTGxnpMZyI/P5/o6GgCAwNJTEykuLj4lMsfOXKEe++9l/POOw+r1UqvXr145513vNkNERE3r3qGK1asYNWqVY2+XdfKlSvJysqioKCAxMRE8vLySElJYdeuXXTr1q3W8jU1NQwbNoxu3brx+uuvExkZyb59++jcuXOj6hBpKU4eXt+YMt20m7s2B8eP17h7x744SOhVGAYEBBATE9Pojc+fP5/MzEwyMjIAKCgo4O2332bp0qVMnz691vJLly7lhx9+YOvWre7TeaKjoxtdh0hLcfLwul078+503dz44qICr4bJ06ZN4+mnn27Uj5Y1NTVs27aN5OTkX4vx8yM5OZmioqI626xfv56kpCTuvfdewsPDueSSS3jiiSfqvOv2CQ6HA7vd7jGJiPxWg3uGY8aM8Xj9/vvv8z//8z/069ev1knXa9asOe36KioqcDqdhIeHe8wPDw9n586ddbbZu3cv77//PrfeeivvvPMOe/bsYdKkSfz888/MnDmzzja5ubk8+uijp61HRNq2BodhaGiox2sznt3qcrno1q0bzz//PP7+/gwaNIgDBw4wd+7cesMwOzubrKws92u73U5UVFRTlSwiLUSDw/CFF17w6YbDwsLw9/envLzcY355eTkRERF1tjnvvPNo3749/v7+7nl9+vShrKyMmpqaWk/rg19+WDXzCgwRaRm8+s3wj3/8I0eOHKk1326388c//rFB6wgICGDQoEHYbDb3PJfLhc1mIykpqc42Q4YMYc+ePR7nNX711Vecd955dQahiEhDeRWGmzZtoqam9tnv1dXVfPjhhw1eT1ZWFosXL+bFF19kx44d3HPPPVRVVbmPLqelpZGdne1e/p577uGHH35gypQpfPXVV7z99ts88cQT3Hvvvd7shoiI2xmdWvPZZ5+5//7yyy8pKytzv3Y6nRQWFhIZGdng9aWmpnL48GFycnIoKysjLi6OwsJC90GV0tJS/Px+zeuoqCg2bNjA1KlTGTBgAJGRkUyZMkU3mRWRRjujMIyLi8NisWCxWOocDgcFBbFw4cIzKmDy5MlMnjy5zvc2bdpUa15SUhIff/zxGW1DROR0zigMv/nmGwzD4KKLLqK4uJiuXbu63wsICKBbt24eBzdERFqKMwrDCy64AKDWjRlEGsR53JztGga4/n/bfu3ArEcgmLX/0iBe38Lr66+/Ji8vjx07dgDQt29fpkyZQs+ePX1WnLQu/h+/anYJIvXy6mjyhg0b6Nu3L8XFxQwYMIABAwbwySef0K9fPzZu3OjrGkVEzjqveobTp09n6tSpPPnkk7XmP/jggwwbNswnxUnL54vHIDRWdXW1+8Far732WrN4OJYuBGh+vArDHTt2sGrVqlrzJ0yYQF5eXmNrklbEV49B8JXAwMBmVY80H14Nk7t27UpJSUmt+SUlJXXeh1BEpLnzqmeYmZnJxIkT2bt3L4MHDwZgy5YtzJkzx+OmCCJy9hx3mvMMFMMwcP7/Y0/9/dv75F6C3vD1/nsVhjNmzCA4OJh58+a5L5fr3r07s2bNatOPCRVpSusL9QwUX/IqDC0WC1OnTmXq1KkcPXoUgODgYJ8WJiLSlBr1qNDDhw+za9cuAHr37k1YWJhPihKRuunofN1MewZKVVUV9913Hy+99JL7ahR/f3/S0tJYuHAhHTp0aHRhIlKbjs6fPV4dTc7KymLz5s289dZbHDlyhCNHjvDmm2+yefNmpk2b5usaRUTOOq96hm+88Qavv/46Q4cOdc8bPnw4QUFB3HLLLSxatMhX9YmINAmveoY//vhjrQc5AXTr1o0ff/yx0UWJiDQ1r8IwKSmJmTNnUl1d7Z73008/8eijj9Z7y34RkebMq2Hy008/TUpKCj169CA2NhaATz/9lMDAQDZs2ODTAkVEmoJXYXjJJZewe/duXn31VfczjseNG8ett95KUFCQTwsUEWkKXp9n2KFDBzIzM31Zi4iIabwOw++//56PPvqIQ4cO1brztS7JE5GWxqswXLZsGXfddRcBAQGce+65HhdqWywWhaGItDhe36ghJyeH7Oxsj0d5ioi0VF6fZzh27FgFoYi0Gl6l2R133MHq1at9XYuIiGm8Gibn5uZyww03UFhYSP/+/Wnfvr3H+/Pnzz+j9eXn5zN37lzKysqIjY1l4cKFJCQk1LnssmXLyMjI8JhntVo9TgAXETlTXofhhg0buPjiiwFqHUA5EytXriQrK4uCggISExPJy8sjJSWFXbt21fsIgZCQEPetw7zZpojIb3kVhvPmzWPp0qXcfvvtjS5g/vz5ZGZmunt7BQUFvP322yxdupTp06fX2cZisRAREdHobYuInODVb4ZWq5UhQ4Y0euM1NTVs27aN5OTkXwvy8yM5OZmioqJ62x07dowLLriAqKgoRo4cyT/+8Y96l3U4HNjtdo9JROS3vArDKVOmsHDhwkZvvKKiAqfTWesOOOHh4ZSVldXZ5uKLL2bp0qW8+eabvPLKK7hcLgYPHsx3331X5/K5ubmEhoa6p6ioqEbXLSKtj1fD5OLiYt5//33++te/0q9fv1oHUNasWeOT4uqSlJTkcWecwYMH06dPH5577jkee+yxWstnZ2d7PLHPbrcrEEWkFq/CsHPnzowZM6bRGw8LC8Pf35/y8nKP+eXl5Q3+TbB9+/YMHDiQPXv21Pm+1Wr1yfMRRKR18yoMn332WVwuFx07dgTg22+/Zd26dfTp04eUlJQGrycgIIBBgwZhs9kYNWoUAC6XC5vNxuTJkxu0DqfTyeeff87w4cPPeD9E2hrDMHA4HI1ax8mnsfnilDar1doszgjxKgxHjhzJmDFjuPvuuzly5AiXXXYZ7du3p6Kigvnz53PPPfc0eF1ZWVmkp6cTHx9PQkICeXl5VFVVuY8up6WlERkZSW5uLgCzZ8/msssuIyYmhiNHjjB37lz27dvHnXfe6c2uiLQpDoeD0aNH+2x9J56S1xhr165tFg+V8uoAyvbt27niiisAeP311wkPD2ffvn289NJL/Nd//dcZrSs1NZWnnnqKnJwc4uLiKCkpobCw0H1QpbS0lIMHD7qX/9e//kVmZiZ9+vRh+PDh2O12tm7dSt++fb3ZFRERACyGYRhn2qhDhw7s3LmT888/n1tuuYV+/foxc+ZM9u/fz8UXX9ysn4Nit9sJDQ2lsrKSkJAQs8uRJlBdXe3uDTWXXohZfDFMPnkdvhjins1h8pl8370aJsfExLBu3TpGjx7Nhg0bmDp1KgCHDh1SwIg0Y7567nJrvKO9V8PknJwc7r//fqKjo0lMTHSf6vLuu+8ycOBAnxYoItIUvOoZ3nTTTVx++eUcPHjQ/UAogKuvvtqnP86KiDQVr2/7HxERUetcwPruNCMi0tzp7qwiIigMRUQAhaGICKAwFBEBFIYiIoDCUEQEUBiKiAAKQxERQGEoIgIoDEVEAIWhiAigMBQRARSGIiKAwlBEBFAYiogACkMREUBhKCICKAxFRACFoYgI0IhnoIg0BV8857e6urrOv711Np/zK+ZpFmGYn5/P3LlzKSsrIzY2loULFzbo4VIrVqxg3LhxjBw5knXr1p39QqXJORwOnz5xcdy4cY1eR1t/EH1rZfoweeXKlWRlZTFz5ky2b99ObGwsKSkpHDp06JTtvv32W+6//36uuOKKJqpURFozi2EYhpkFJCYmcumll/LMM88A4HK5iIqK4r777mP69Ol1tnE6nVx55ZVMmDCBDz/8kCNHjjS4Z2i32wkNDaWyspKQkBBf7YacJb4YJp+8Dl8McTVMbjnO5Ptu6jC5pqaGbdu2kZ2d7Z7n5+dHcnIyRUVF9babPXs23bp144477uDDDz885TYcDofHl8lutze+cGkyFovFJ0PSoKAgH1QjrZmpw+SKigqcTifh4eEe88PDwykrK6uzzUcffcSSJUtYvHhxg7aRm5tLaGioe4qKimp03SLS+pj+m+GZOHr0KLfddhuLFy8mLCysQW2ys7OprKx0T/v37z/LVYpIS2TqMDksLAx/f3/Ky8s95peXlxMREVFr+a+//ppvv/2WESNGuOe5XC4A2rVrx65du+jZs6dHG6vVitVqPQvVi0hrYmrPMCAggEGDBmGz2dzzXC4XNpuNpKSkWsv37t2bzz//nJKSEvd04403ctVVV1FSUqIhsIh4zfTzDLOyskhPTyc+Pp6EhATy8vKoqqoiIyMDgLS0NCIjI8nNzSUwMJBLLrnEo33nzp0Bas0XETkTpodhamoqhw8fJicnh7KyMuLi4igsLHQfVCktLcXPr0X9tCkiLZDp5xk2NZ1nKNJ2nMn3XV0uEREUhiIigMJQRARQGIqIAApDERFAYSgiAigMRUQAhaGICKAwFBEBFIYiIoDCUEQEUBiKiAAKQxERQGEoIgIoDEVEAIWhiAigMBQRARSGIiKAwlBEBFAYiogACkMREUBhKCICKAxFRACFoYgI0EzCMD8/n+joaAIDA0lMTKS4uLjeZdesWUN8fDydO3emY8eOxMXF8fLLLzdhtSLSGpkehitXriQrK4uZM2eyfft2YmNjSUlJ4dChQ3Uuf8455/Dwww9TVFTEZ599RkZGBhkZGWzYsKGJKxeR1sRiGIZhZgGJiYlceumlPPPMMwC4XC6ioqK47777mD59eoPW8fvf/57rr7+exx57rNZ7DocDh8Phfm2324mKiqKyspKQkBDf7ISINEt2u53Q0NAGfd9N7RnW1NSwbds2kpOT3fP8/PxITk6mqKjotO0Nw8Bms7Fr1y6uvPLKOpfJzc0lNDTUPUVFRfmsfhFpPUwNw4qKCpxOJ+Hh4R7zw8PDKSsrq7ddZWUlnTp1IiAggOuvv56FCxcybNiwOpfNzs6msrLSPe3fv9+n+yAirUM7swvwRnBwMCUlJRw7dgybzUZWVhYXXXQRQ4cOrbWs1WrFarU2fZEi0qKYGoZhYWH4+/tTXl7uMb+8vJyIiIh62/n5+RETEwNAXFwcO3bsIDc3t84wFBFpCFOHyQEBAQwaNAibzeae53K5sNlsJCUlNXg9LpfL4yCJiMiZMn2YnJWVRXp6OvHx8SQkJJCXl0dVVRUZGRkApKWlERkZSW5uLvDLAZH4+Hh69uyJw+HgnXfe4eWXX2bRokVm7oaItHCmh2FqaiqHDx8mJyeHsrIy4uLiKCwsdB9UKS0txc/v1w5sVVUVkyZN4rvvviMoKIjevXvzyiuvkJqaatYuiEgrYPp5hk3tTM47EpGWrcWcZygi0lwoDEVEUBiKiAAKQxERQGEoIgIoDEVEAIWhiAigMBQRARSGIiKAwlBEBFAYiogACkMREUBhKCICKAxFRACFoYgIoDAUEQEUhiIigMJQRARQGIqIAApDERFAYSgiAigMRUQAhaGICNBMwjA/P5/o6GgCAwNJTEykuLi43mUXL17MFVdcQZcuXejSpQvJycmnXF5EpCFMD8OVK1eSlZXFzJkz2b59O7GxsaSkpHDo0KE6l9+0aRPjxo3jgw8+oKioiKioKK655hoOHDjQxJWLSGtiMQzDMLOAxMRELr30Up555hkAXC4XUVFR3HfffUyfPv207Z1OJ126dOGZZ54hLS3ttMvb7XZCQ0OprKwkJCSk0fWLSPN1Jt93U3uGNTU1bNu2jeTkZPc8Pz8/kpOTKSoqatA6fvzxR37++WfOOeecOt93OBzY7XaPSUTkt0wNw4qKCpxOJ+Hh4R7zw8PDKSsra9A6HnzwQbp37+4RqCfLzc0lNDTUPUVFRTW6bhFpfUz/zbAxnnzySVasWMHatWsJDAysc5ns7GwqKyvd0/79+5u4ShFpCdqZufGwsDD8/f0pLy/3mF9eXk5ERMQp2z711FM8+eSTvPfeewwYMKDe5axWK1ar1Sf1ikjrZWrPMCAggEGDBmGz2dzzXC4XNpuNpKSketv953/+J4899hiFhYXEx8c3Raki0sqZ2jMEyMrKIj09nfj4eBISEsjLy6OqqoqMjAwA0tLSiIyMJDc3F4A5c+aQk5PD8uXLiY6Odv+22KlTJzp16mTafohIy2Z6GKampnL48GFycnIoKysjLi6OwsJC90GV0tJS/Px+7cAuWrSImpoabrrpJo/1zJw5k1mzZjVl6SLSiph+nmFT03mGIm1HiznPUESkuVAYioigMBQRARSGIiKAwlBEBFAYiogACkMREUBhKCICNIMrUJraiXPMdV9DkdbvxPe8IdeWtLkwPHr0KIDuayjShhw9epTQ0NBTLtPmLsdzuVx8//33BAcHY7FYzC6nXna7naioKPbv36/LBn1An6dvtZTP0zAMjh49Svfu3T3ucVCXNtcz9PPzo0ePHmaX0WAhISHN+h9bS6PP07dawud5uh7hCTqAIiKCwlBEBFAYNltWq5WZM2fqkQU+os/Tt1rj59nmDqCIiNRFPUMRERSGIiKAwlBEBFAYiogACkNpRaKjo8nLyzO7DGmhFIZN4Pbbb8disWCxWAgICCAmJobZs2dz/PhxAJxOJwsWLKB///4EBgbSpUsXrrvuOrZs2eKxnmXLlmGxWOjTp0+tbaxevRqLxUJ0dHRT7FKjDB06lD//+c8+X+/f/vY3Jk6c6PP1/pbFYmHdunVnfTvN0Yl/xydPl19+eZ3vh4aGMmTIEN5//30TK244hWETufbaazl48CC7d+9m2rRpzJo1i7lz52IYBmPHjmX27NlMmTKFHTt2sGnTJqKiohg6dGitL13Hjh05dOgQRUVFHvOXLFnC+eef34R71Px07dqVDh06mF1Gq/fCCy9w8OBB97R+/fo639+yZQthYWHccMMN7N2716Rqz4AhZ116eroxcuRIj3nDhg0zLrvsMmPFihUGYKxfv75WuzFjxhjnnnuucezYMcMwDOOFF14wQkNDjcmTJxt33nmne7n9+/cbVqvVmD59unHBBReczV1ptPT0dAPwmPbs2WNMmDDBiI6ONgIDA41evXoZeXl5tdqNHDnSmDt3rhEREWGcc845xqRJk4yamhr3MhdccIGxYMEC92vAKCgoMK6//nojKCjI6N27t7F161Zj9+7dxh/+8AejQ4cORlJSkrFnzx6PbT377LPGRRddZLRv397o1auX8dJLL3ls4+TaT/68T9WuJXE6ncacOXOMnj17GgEBAUZUVJTx+OOPG4bxy2e6du3aetv+9v0DBw64/zs0d+oZmiQoKIiamhqWL19Or169GDFiRK1lpk2bxj//+U82btzoMX/ChAmsWrWKH3/8Efhl+HzttdcSHh7eJLU3xtNPP01SUhKZmZnunkWPHj3o0aMHq1ev5ssvvyQnJ4eHHnqIVatWebT94IMP+Prrr/nggw948cUXWbZsGcuWLTvl9h577DHS0tIoKSmhd+/ejB8/nrvuuovs7Gz+/ve/YxgGkydPdi+/du1apkyZwrRp0/jiiy+46667yMjI4IMPPgB+GYrDr72fE69P164lyc7O5sknn2TGjBl8+eWXLF++3Ot/W0FBQQDU1NT4ssSzw+w0bgtO7hm6XC5j48aNhtVqNe6//36jd+/etXqNJ/zwww8GYMyZM8cwjF97hoZhGHFxccaLL75ouFwuo2fPnsabb75pLFiwoNn3DA3DMP7whz8YU6ZMOeUy9957r/GnP/3J/To9Pd244IILjOPHj7vn3XzzzUZqaqr7dV09w0ceecT9uqioyACMJUuWuOe99tprRmBgoPv14MGDjczMTI9abr75ZmP48OEe6/1t76gh7VoCu91uWK1WY/HixXW+DxiBgYFGx44d3dPJn8XJn01VVZUxadIkw9/f3/j000+boPrGUc+wifz1r3+lU6dOBAYGct1115GamsqsWbOAht2F97cmTJjACy+8wObNm6mqqmL48OE+rrhp5efnM2jQILp27UqnTp14/vnnKS0t9VimX79++Pv7u1+fd955HDp06JTrHTBggPvvE72b/v37e8yrrq523xF5x44dDBkyxGMdQ4YMYceOHafcjrftmpsdO3bgcDi4+uqr611mwYIFlJSUuKdhw4Z5vD9u3Dg6depEcHAwb7zxBkuWLPH479Bctbn7GZrlqquuYtGiRQQEBNC9e3fatfvlo+/Vq1e9X5gT83v16lXrvVtvvZUHHniAWbNmcdttt7nX1xKtWLGC+++/n3nz5pGUlERwcDBz587lk08+8Viuffv2Hq8tFgsul+uU6z65zYmb+dY173TraStODGtPJSIigpiYmHrfX7BgAcnJyYSGhtK1a1dflndWqWfYRDp27EhMTAznn3++R3CNHTuW3bt389Zbb9VqM2/ePM4999xa/+cFOOecc7jxxhvZvHkzEyZMOKu1+1pAQABOp9P9esuWLQwePJhJkyYxcOBAYmJi+Prrr02prU+fPrVOadqyZQt9+/Z1v27fvr1H/Q1t1xL87ne/IygoCJvN5vU6ToRlSwpCUM/QdGPHjmX16tWkp6czd+5crr76aux2O/n5+axfv57Vq1fTsWPHOtsuW7aMZ599lnPPPbeJq26c6OhoPvnkE7799ls6derE7373O1566SU2bNjAhRdeyMsvv8zf/vY3Lrzwwiav7T/+4z+45ZZbGDhwIMnJybz11lusWbOG9957z6N+m83GkCFDsFqtdOnSpUHtWoLAwEAefPBBHnjgAQICAhgyZAiHDx/mH//4B3fccYfZ5Z1V6hmazGKxsGrVKh566CEWLFjAxRdfzBVXXMG+ffvYtGkTo0aNqrdtUFBQiwtCgPvvvx9/f3/69u1L165dSUlJYcyYMaSmppKYmMg///lPJk2aZEpto0aN4umnn+app56iX79+PPfcc7zwwgsMHTrUvcy8efPYuHEjUVFRDBw4sMHtWooZM2Ywbdo0cnJy6NOnD6mpqaf9bbY10P0MRURQz1BEBFAYiogACkMREUBhKCICKAxFRACFoYgIoDAUEQEUhiIigMJQRARQGIqIAApDEREA/g+W5oXO3deGrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 325x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smoothness_df = pd.read_csv('./data/triplet_smoothness.csv')\n",
    "viz_df = smoothness_df.melt(value_vars=['POM', 'cFP', 'tanimoto'], var_name='descriptor', value_name='smoothness')\n",
    "plt.figure(figsize=(3.25, 4), dpi=100)\n",
    "sns.boxplot(\n",
    "    data=viz_df, \n",
    "    x='descriptor', \n",
    "    y='smoothness', \n",
    "    order=['POM', 'tanimoto', 'cFP'], \n",
    "    palette=custom_palette,\n",
    "    fliersize=0,\n",
    ")\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "19f35a88",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
